Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	120
Missing cells	802
Missing cells (%)	23.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	26.7 KiB
Average record size in memory	228.0 B

Variable types

Categorical	5
Numeric	23

Alerts

`Financial Year` is highly correlated with `Risk_bool`	High correlation
`Assets` is highly correlated with `Goodwill` and 14 other fields	High correlation
`Goodwill` is highly correlated with `Assets` and 7 other fields	High correlation
`Intangible Assets Other Than Goodwill` is highly correlated with `Assets` and 6 other fields	High correlation
`Liabilities` is highly correlated with `Assets` and 12 other fields	High correlation
`Cash And Bank Balances` is highly correlated with `Assets` and 5 other fields	High correlation
`Trade And Other Receivables Current` is highly correlated with `Assets` and 8 other fields	High correlation
`Current Assets` is highly correlated with `Assets` and 10 other fields	High correlation
`Current Liabilities` is highly correlated with `Assets` and 10 other fields	High correlation
`Other Current Financial Assets` is highly correlated with `Assets` and 10 other fields	High correlation
`Other Noncurrent Financial Assets` is highly correlated with `Assets` and 9 other fields	High correlation
`Other Current Financial Liabilities` is highly correlated with `Other Current Financial Assets` and 2 other fields	High correlation
`Other Noncurrent Financial Liabilities` is highly correlated with `Assets` and 13 other fields	High correlation
`Cash Flows From Used In Operating Activities` is highly correlated with `Intangible Assets Other Than Goodwill` and 5 other fields	High correlation
`Current Loans And Borrowings` is highly correlated with `Other Noncurrent Financial Assets` and 2 other fields	High correlation
`Noncurrent Loans And Borrowings` is highly correlated with `Assets` and 5 other fields	High correlation
`Profit Loss` is highly correlated with `Assets` and 13 other fields	High correlation
`Profit Loss Before Taxation` is highly correlated with `Assets` and 13 other fields	High correlation
`Finance Costs` is highly correlated with `Assets` and 4 other fields	High correlation
`Revenue` is highly correlated with `Assets` and 8 other fields	High correlation
`Net Tangible Assets margin` is highly correlated with `Quick Ratio`	High correlation
`Operating cash flow rati` is highly correlated with `Other Current Financial Assets` and 1 other fields	High correlation
`Debt ratio` is highly correlated with `Goodwill` and 1 other fields	High correlation
`NPBT` is highly correlated with `Profit Loss` and 2 other fields	High correlation
`Quick Ratio` is highly correlated with `Net Tangible Assets margin`	High correlation
`Interest coverage ratio` is highly correlated with `Other Noncurrent Financial Liabilities` and 3 other fields	High correlation
`Risk_bool` is highly correlated with `Financial Year`	High correlation
`Financial Year` is highly correlated with `Risk_bool`	High correlation
`Assets` is highly correlated with `Goodwill` and 12 other fields	High correlation
`Goodwill` is highly correlated with `Assets` and 4 other fields	High correlation
`Intangible Assets Other Than Goodwill` is highly correlated with `Assets` and 9 other fields	High correlation
`Liabilities` is highly correlated with `Intangible Assets Other Than Goodwill` and 13 other fields	High correlation
`Cash And Bank Balances` is highly correlated with `Assets` and 13 other fields	High correlation
`Trade And Other Receivables Current` is highly correlated with `Liabilities` and 6 other fields	High correlation
`Current Assets` is highly correlated with `Assets` and 14 other fields	High correlation
`Current Liabilities` is highly correlated with `Intangible Assets Other Than Goodwill` and 13 other fields	High correlation
`Other Current Financial Assets` is highly correlated with `Assets` and 13 other fields	High correlation
`Other Noncurrent Financial Assets` is highly correlated with `Assets` and 13 other fields	High correlation
`Other Current Financial Liabilities` is highly correlated with `Assets` and 11 other fields	High correlation
`Other Noncurrent Financial Liabilities` is highly correlated with `Assets` and 15 other fields	High correlation
`Cash Flows From Used In Operating Activities` is highly correlated with `Intangible Assets Other Than Goodwill` and 10 other fields	High correlation
`Current Loans And Borrowings` is highly correlated with `Liabilities` and 6 other fields	High correlation
`Noncurrent Loans And Borrowings` is highly correlated with `Assets` and 14 other fields	High correlation
`Profit Loss` is highly correlated with `Assets` and 7 other fields	High correlation
`Profit Loss Before Taxation` is highly correlated with `Assets` and 8 other fields	High correlation
`Finance Costs` is highly correlated with `Assets` and 10 other fields	High correlation
`Revenue` is highly correlated with `Liabilities` and 8 other fields	High correlation
`Debt ratio` is highly correlated with `Other Noncurrent Financial Liabilities`	High correlation
`NPBT` is highly correlated with `Assets` and 6 other fields	High correlation
`Risk_bool` is highly correlated with `Financial Year`	High correlation
`Financial Year` is highly correlated with `Risk_bool`	High correlation
`Assets` is highly correlated with `Liabilities` and 8 other fields	High correlation
`Goodwill` is highly correlated with `Intangible Assets Other Than Goodwill` and 4 other fields	High correlation
`Intangible Assets Other Than Goodwill` is highly correlated with `Goodwill` and 2 other fields	High correlation
`Liabilities` is highly correlated with `Assets` and 8 other fields	High correlation
`Trade And Other Receivables Current` is highly correlated with `Assets` and 5 other fields	High correlation
`Current Assets` is highly correlated with `Assets` and 5 other fields	High correlation
`Current Liabilities` is highly correlated with `Assets` and 5 other fields	High correlation
`Other Current Financial Assets` is highly correlated with `Intangible Assets Other Than Goodwill` and 3 other fields	High correlation
`Other Noncurrent Financial Assets` is highly correlated with `Assets` and 8 other fields	High correlation
`Other Current Financial Liabilities` is highly correlated with `Other Current Financial Assets` and 2 other fields	High correlation
`Other Noncurrent Financial Liabilities` is highly correlated with `Assets` and 11 other fields	High correlation
`Cash Flows From Used In Operating Activities` is highly correlated with `Other Noncurrent Financial Liabilities` and 1 other fields	High correlation
`Current Loans And Borrowings` is highly correlated with `Other Noncurrent Financial Assets` and 1 other fields	High correlation
`Noncurrent Loans And Borrowings` is highly correlated with `Liabilities` and 4 other fields	High correlation
`Profit Loss` is highly correlated with `Assets` and 5 other fields	High correlation
`Profit Loss Before Taxation` is highly correlated with `Assets` and 6 other fields	High correlation
`Finance Costs` is highly correlated with `Liabilities` and 2 other fields	High correlation
`Revenue` is highly correlated with `Assets` and 7 other fields	High correlation
`Net Tangible Assets margin` is highly correlated with `Quick Ratio`	High correlation
`Operating cash flow rati` is highly correlated with `Other Current Financial Assets` and 1 other fields	High correlation
`Debt ratio` is highly correlated with `Goodwill`	High correlation
`NPBT` is highly correlated with `Profit Loss` and 1 other fields	High correlation
`Quick Ratio` is highly correlated with `Net Tangible Assets margin`	High correlation
`Risk_bool` is highly correlated with `Financial Year`	High correlation
`Goodwill` is highly correlated with `Other Noncurrent Financial Liabilities`	High correlation
`Risk_bool` is highly correlated with `Financial Year`	High correlation
`Financial Year` is highly correlated with `Risk_bool`	High correlation
`Other Noncurrent Financial Liabilities` is highly correlated with `Goodwill`	High correlation
`Financial Year` is highly correlated with `Current Loans And Borrowings` and 2 other fields	High correlation
`Description Of Presentation Currency` is highly correlated with `Assets` and 8 other fields	High correlation
`Assets` is highly correlated with `Description Of Presentation Currency` and 16 other fields	High correlation
`Goodwill` is highly correlated with `Trade And Other Receivables Current` and 1 other fields	High correlation
`Intangible Assets Other Than Goodwill` is highly correlated with `Assets` and 9 other fields	High correlation
`Liabilities` is highly correlated with `Description Of Presentation Currency` and 15 other fields	High correlation
`Cash And Bank Balances` is highly correlated with `Description Of Presentation Currency` and 17 other fields	High correlation
`Trade And Other Receivables Current` is highly correlated with `Description Of Presentation Currency` and 16 other fields	High correlation
`Current Assets` is highly correlated with `Description Of Presentation Currency` and 17 other fields	High correlation
`Current Liabilities` is highly correlated with `Description Of Presentation Currency` and 16 other fields	High correlation
`Other Current Financial Assets` is highly correlated with `Operating cash flow rati`	High correlation
`Other Noncurrent Financial Assets` is highly correlated with `Cash And Bank Balances` and 3 other fields	High correlation
`Other Current Financial Liabilities` is highly correlated with `Assets` and 10 other fields	High correlation
`Other Noncurrent Financial Liabilities` is highly correlated with `Description Of Presentation Currency` and 12 other fields	High correlation
`Cash Flows From Used In Operating Activities` is highly correlated with `Description Of Presentation Currency` and 16 other fields	High correlation
`Current Loans And Borrowings` is highly correlated with `Financial Year` and 14 other fields	High correlation
`Noncurrent Loans And Borrowings` is highly correlated with `Assets` and 12 other fields	High correlation
`Profit Loss` is highly correlated with `Assets` and 14 other fields	High correlation
`Profit Loss Before Taxation` is highly correlated with `Assets` and 14 other fields	High correlation
`Finance Costs` is highly correlated with `Assets` and 16 other fields	High correlation
`Revenue` is highly correlated with `Description Of Presentation Currency` and 14 other fields	High correlation
`Net Tangible Assets margin` is highly correlated with `Financial Year` and 4 other fields	High correlation
`Operating cash flow rati` is highly correlated with `Goodwill` and 5 other fields	High correlation
`Debt ratio` is highly correlated with `Current Loans And Borrowings`	High correlation
`NPBT` is highly correlated with `Assets` and 11 other fields	High correlation
`Quick Ratio` is highly correlated with `Operating cash flow rati` and 1 other fields	High correlation
`Risk_bool` is highly correlated with `Financial Year` and 2 other fields	High correlation
`Goodwill` has 114 (95.0%) missing values	Missing
`Intangible Assets Other Than Goodwill` has 76 (63.3%) missing values	Missing
`Cash And Bank Balances` has 6 (5.0%) missing values	Missing
`Trade And Other Receivables Current` has 6 (5.0%) missing values	Missing
`Other Current Financial Assets` has 112 (93.3%) missing values	Missing
`Other Noncurrent Financial Assets` has 110 (91.7%) missing values	Missing
`Other Current Financial Liabilities` has 83 (69.2%) missing values	Missing
`Other Noncurrent Financial Liabilities` has 113 (94.2%) missing values	Missing
`Current Loans And Borrowings` has 70 (58.3%) missing values	Missing
`Noncurrent Loans And Borrowings` has 82 (68.3%) missing values	Missing
`Profit Loss` has 5 (4.2%) missing values	Missing
`Finance Costs` has 25 (20.8%) missing values	Missing
`Assets` has unique values	Unique
`Liabilities` has unique values	Unique
`Current Assets` has unique values	Unique
`Current Liabilities` has unique values	Unique
`Cash Flows From Used In Operating Activities` has unique values	Unique
`Profit Loss Before Taxation` has unique values	Unique
`Revenue` has unique values	Unique
`Net Tangible Assets margin` has unique values	Unique
`Operating cash flow rati` has unique values	Unique
`NPBT` has unique values	Unique
`Intangible Assets Other Than Goodwill` has 5 (4.2%) zeros	Zeros
`Other Current Financial Assets` has 2 (1.7%) zeros	Zeros
`Other Noncurrent Financial Assets` has 2 (1.7%) zeros	Zeros
`Other Current Financial Liabilities` has 7 (5.8%) zeros	Zeros
`Current Loans And Borrowings` has 6 (5.0%) zeros	Zeros
`Noncurrent Loans And Borrowings` has 7 (5.8%) zeros	Zeros
`Debt ratio` has 48 (40.0%) zeros	Zeros
`Quick Ratio` has 5 (4.2%) zeros	Zeros
`Interest coverage ratio` has 34 (28.3%) zeros	Zeros

Reproduction

Analysis started	2022-10-06 12:29:32.777255
Analysis finished	2022-10-06 12:30:29.478390
Duration	56.7 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Financial Year
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

2019	103
2018	11
2017	6

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	480
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2019
2nd row	2019
3rd row	2019
4th row	2019
5th row	2019

Common Values

Value	Count	Frequency (%)
2019	103	85.8%
2018	11	9.2%
2017	6	5.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
2019	103	85.8%
2018	11	9.2%
2017	6	5.0%

Most occurring characters

Value	Count	Frequency (%)
2	120	25.0%
0	120	25.0%
1	120	25.0%
9	103	21.5%
8	11	2.3%
7	6	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	480	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	120	25.0%
0	120	25.0%
1	120	25.0%
9	103	21.5%
8	11	2.3%
7	6	1.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	480	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	120	25.0%
0	120	25.0%
1	120	25.0%
9	103	21.5%
8	11	2.3%
7	6	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	120	25.0%
0	120	25.0%
1	120	25.0%
9	103	21.5%
8	11	2.3%
7	6	1.2%

Description Of Presentation Currency
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

SGD	71
USD	47
JPY	1
EUR	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	360
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	1.7%

Sample

1st row	SGD
2nd row	SGD
3rd row	SGD
4th row	USD
5th row	USD

Common Values

Value	Count	Frequency (%)
SGD	71	59.2%
USD	47	39.2%
JPY	1	0.8%
EUR	1	0.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
sgd	71	59.2%
usd	47	39.2%
jpy	1	0.8%
eur	1	0.8%

Most occurring characters

Value	Count	Frequency (%)
S	118	32.8%
D	118	32.8%
G	71	19.7%
U	48	13.3%
J	1	0.3%
P	1	0.3%
Y	1	0.3%
E	1	0.3%
R	1	0.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	360	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	118	32.8%
D	118	32.8%
G	71	19.7%
U	48	13.3%
J	1	0.3%
P	1	0.3%
Y	1	0.3%
E	1	0.3%
R	1	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	360	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	118	32.8%
D	118	32.8%
G	71	19.7%
U	48	13.3%
J	1	0.3%
P	1	0.3%
Y	1	0.3%
E	1	0.3%
R	1	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	118	32.8%
D	118	32.8%
G	71	19.7%
U	48	13.3%
J	1	0.3%
P	1	0.3%
Y	1	0.3%
E	1	0.3%
R	1	0.3%

Assets
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	120
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01752005043

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3.999698252 × 10^-5
Q1	0.0003011615768
median	0.001133801504
Q3	0.005244188836
95-th percentile	0.03162158999
Maximum	1
Range	1
Interquartile range (IQR)	0.004943027259

Descriptive statistics

Standard deviation	0.09837879305
Coefficient of variation (CV)	5.615211752
Kurtosis	86.84523641
Mean	0.01752005043
Median Absolute Deviation (MAD)	0.001034702737
Skewness	9.019229404
Sum	2.102406051
Variance	0.009678386922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0037071808	1	0.8%
0.0004453413896	1	0.8%
0.3989229776	1	0.8%
0.00519949026	1	0.8%
0.0009708625789	1	0.8%
0.02309049638	1	0.8%
0.001121508845	1	0.8%
9.403847802 × 10^-5	1	0.8%
0.01566218681	1	0.8%
0.0005392471838	1	0.8%
Other values (110)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
7.851339157 × 10^-6	1	0.8%
1.431986799 × 10^-5	1	0.8%
2.379639506 × 10^-5	1	0.8%
2.87046917 × 10^-5	1	0.8%
3.375384563 × 10^-5	1	0.8%
4.032556868 × 10^-5	1	0.8%
5.135223215 × 10^-5	1	0.8%
8.36109321 × 10^-5	1	0.8%
8.720073334 × 10^-5	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.3989229776	1	0.8%
0.1287186747	1	0.8%
0.05364095286	1	0.8%
0.04928911583	1	0.8%
0.0401742588	1	0.8%
0.03117144953	1	0.8%
0.02666129608	1	0.8%
0.02582332255	1	0.8%
0.02412403398	1	0.8%

Goodwill
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	4
Distinct (%)	66.7%
Missing	114
Missing (%)	95.0%
Memory size	1.9 KiB

0.0	3
0.2556376729202198	1
1.0	1
0.4847163160886867	1

Length

Max length	18
Median length	3
Mean length	8
Min length	3

Characters and Unicode

Total characters	48
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	50.0%

Sample

1st row	0.2556376729202198
2nd row	1.0
3rd row	0.4847163160886867
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3	2.5%
0.2556376729202198	1	0.8%
1.0	1	0.8%
0.4847163160886867	1	0.8%
(Missing)	114	95.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	3	50.0%
0.2556376729202198	1	16.7%
1.0	1	16.7%
0.4847163160886867	1	16.7%

Most occurring characters

Value	Count	Frequency (%)
0	11	22.9%
.	6	12.5%
6	6	12.5%
8	5	10.4%
2	4	8.3%
7	4	8.3%
1	4	8.3%
5	2	4.2%
3	2	4.2%
9	2	4.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	42	87.5%
Other Punctuation	6	12.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11	26.2%
6	6	14.3%
8	5	11.9%
2	4	9.5%
7	4	9.5%
1	4	9.5%
5	2	4.8%
3	2	4.8%
9	2	4.8%
4	2	4.8%

Other Punctuation

Value	Count	Frequency (%)
.	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	48	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11	22.9%
.	6	12.5%
6	6	12.5%
8	5	10.4%
2	4	8.3%
7	4	8.3%
1	4	8.3%
5	2	4.2%
3	2	4.2%
9	2	4.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	48	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11	22.9%
.	6	12.5%
6	6	12.5%
8	5	10.4%
2	4	8.3%
7	4	8.3%
1	4	8.3%
5	2	4.2%
3	2	4.2%
9	2	4.2%

Intangible Assets Other Than Goodwill
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	40
Distinct (%)	90.9%
Missing	76
Missing (%)	63.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.07911793617

Minimum	0
Maximum	1
Zeros	5
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.000111981565
median	0.001290394856
Q3	0.02667156061
95-th percentile	0.4925972932
Maximum	1
Range	1
Interquartile range (IQR)	0.02655957904

Descriptive statistics

Standard deviation	0.2086853596
Coefficient of variation (CV)	2.637649182
Kurtosis	11.78057731
Mean	0.07911793617
Median Absolute Deviation (MAD)	0.001290394856
Skewness	3.420624902
Sum	3.481189192
Variance	0.04354957931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	5	4.2%
7.616559888 × 10^-5	1	0.8%
0.0541863832	1	0.8%
0.2066554044	1	0.8%
0.002096129872	1	0.8%
0.0001051810651	1	0.8%
0.007271638533	1	0.8%
0.002816313692	1	0.8%
0.000189258819	1	0.8%
0.0001847668621	1	0.8%
Other values (30)	30	25.0%
(Missing)	76	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	4.2%
1.81346664 × 10^-9	1	0.8%
3.224343686 × 10^-6	1	0.8%
8.795313204 × 10^-6	1	0.8%
7.25386656 × 10^-5	1	0.8%
7.616559888 × 10^-5	1	0.8%
0.0001051810651	1	0.8%
0.0001142483983	1	0.8%
0.0001847668621	1	0.8%
0.000189258819	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.8184174947	1	0.8%
0.5347731775	1	0.8%
0.2536006153	1	0.8%
0.2400531908	1	0.8%
0.2066554044	1	0.8%
0.08826323484	1	0.8%
0.08657853158	1	0.8%
0.08459277836	1	0.8%
0.0541863832	1	0.8%

Liabilities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	120
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02219910937

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0001300720061
Q1	0.0007048490547
median	0.002312680818
Q3	0.01230416255
95-th percentile	0.05146991055
Maximum	1
Range	1
Interquartile range (IQR)	0.01159931349

Descriptive statistics

Standard deviation	0.09756373812
Coefficient of variation (CV)	4.394939296
Kurtosis	86.92880222
Mean	0.02219910937
Median Absolute Deviation (MAD)	0.002140035629
Skewness	8.89870668
Sum	2.663893125
Variance	0.009518682995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.007336498109	1	0.8%
0.001044930976	1	0.8%
1	1	0.8%
0.09181281825	1	0.8%
0.00474861604	1	0.8%
0.0170345709	1	0.8%
0.004651931479	1	0.8%
0.0003265750232	1	0.8%
0.05483373356	1	0.8%
0.002006431014	1	0.8%
Other values (110)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
2.88625518 × 10^-5	1	0.8%
6.237317801 × 10^-5	1	0.8%
7.010823774 × 10^-5	1	0.8%
9.613009485 × 10^-5	1	0.8%
0.0001257413868	1	0.8%
0.0001302999334	1	0.8%
0.0001314572557	1	0.8%
0.0001458445405	1	0.8%
0.0001459025017	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.3150605679	1	0.8%
0.2013985459	1	0.8%
0.1381715772	1	0.8%
0.09181281825	1	0.8%
0.05483373356	1	0.8%
0.05129286724	1	0.8%
0.05006557537	1	0.8%
0.04556796237	1	0.8%
0.04334123338	1	0.8%

Cash And Bank Balances
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	114
Distinct (%)	100.0%
Missing	6
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03254581778

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1.773889113 × 10^-5
Q1	0.0003440899737
median	0.002030089405
Q3	0.009412580891
95-th percentile	0.1568012185
Maximum	1
Range	1
Interquartile range (IQR)	0.009068490917

Descriptive statistics

Standard deviation	0.124901353
Coefficient of variation (CV)	3.837708239
Kurtosis	36.87226721
Mean	0.03254581778
Median Absolute Deviation (MAD)	0.001977138611
Skewness	5.738901412
Sum	3.710223227
Variance	0.01560034799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.002337785665	1	0.8%
0.005928881524	1	0.8%
0.002827592137	1	0.8%
0.0004724056426	1	0.8%
0.00226475571	1	0.8%
0.0003375926854	1	0.8%
0.003701917288	1	0.8%
0.001868453055	1	0.8%
1.537976883 × 10^-5	1	0.8%
0.005690925814	1	0.8%
Other values (104)	104	86.7%
(Missing)	6	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
1.506455117 × 10^-6	1	0.8%
8.639613506 × 10^-6	1	0.8%
9.25408415 × 10^-6	1	0.8%
1.475374927 × 10^-5	1	0.8%
1.537976883 × 10^-5	1	0.8%
1.900918776 × 10^-5	1	0.8%
2.378602616 × 10^-5	1	0.8%
3.219058511 × 10^-5	1	0.8%
3.581355022 × 10^-5	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.595895368	1	0.8%
0.4981646997	1	0.8%
0.3813048278	1	0.8%
0.2605713666	1	0.8%
0.1771647043	1	0.8%
0.1458362646	1	0.8%
0.04696128854	1	0.8%
0.04575314143	1	0.8%
0.03633185299	1	0.8%

Trade And Other Receivables Current
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	114
Distinct (%)	100.0%
Missing	6
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03546971005

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0003292986355
Q1	0.001507965846
median	0.004872671616
Q3	0.02082183189
95-th percentile	0.1317670903
Maximum	1
Range	1
Interquartile range (IQR)	0.01931386605

Descriptive statistics

Standard deviation	0.1073374792
Coefficient of variation (CV)	3.026173009
Kurtosis	58.86297919
Mean	0.03546971005
Median Absolute Deviation (MAD)	0.004327776525
Skewness	6.974408346
Sum	4.043546945
Variance	0.01152133444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02438878354	1	0.8%
0.004069578127	1	0.8%
0.00189935072	1	0.8%
0.0005277850766	1	0.8%
0.204650243	1	0.8%
0.004172646261	1	0.8%
0.03160001304	1	0.8%
0.003396896004	1	0.8%
0	1	0.8%
0.00493141748	1	0.8%
Other values (104)	104	86.7%
(Missing)	6	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
4.821818698 × 10^-5	1	0.8%
7.033098611 × 10^-5	1	0.8%
0.0001321768943	1	0.8%
0.0002235501932	1	0.8%
0.0003278095841	1	0.8%
0.0003301004323	1	0.8%
0.0003460539664	1	0.8%
0.0003543103564	1	0.8%
0.0004268252177	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.319804818	1	0.8%
0.3063636381	1	0.8%
0.2547773577	1	0.8%
0.204650243	1	0.8%
0.1684179492	1	0.8%
0.1120320124	1	0.8%
0.108768201	1	0.8%
0.1027337111	1	0.8%
0.1010285323	1	0.8%

Current Assets
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	120
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04017833472

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0002432434046
Q1	0.001109817179
median	0.004806666377
Q3	0.0272373012
95-th percentile	0.1331891451
Maximum	1
Range	1
Interquartile range (IQR)	0.02612748402

Descriptive statistics

Standard deviation	0.1198219282
Coefficient of variation (CV)	2.982252227
Kurtosis	39.28167477
Mean	0.04017833472
Median Absolute Deviation (MAD)	0.004259253256
Skewness	5.796844695
Sum	4.821400167
Variance	0.01435729448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02078176671	1	0.8%
0.002791195129	1	0.8%
0.6091798814	1	0.8%
0.0172227932	1	0.8%
0.007330203004	1	0.8%
0.04746172246	1	0.8%
0.00885179035	1	0.8%
0.000571690646	1	0.8%
0.1300944297	1	0.8%
0.004272780763	1	0.8%
Other values (110)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
6.890864389 × 10^-5	1	0.8%
7.294156901 × 10^-5	1	0.8%
9.782299678 × 10^-5	1	0.8%
0.000103355489	1	0.8%
0.0001073329198	1	0.8%
0.000250396588	1	0.8%
0.0002600600344	1	0.8%
0.0002777899957	1	0.8%
0.0003202848575	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.6091798814	1	0.8%
0.431783126	1	0.8%
0.3351851386	1	0.8%
0.2628281649	1	0.8%
0.1919887369	1	0.8%
0.1300944297	1	0.8%
0.1284220213	1	0.8%
0.1068766154	1	0.8%
0.1039772824	1	0.8%

Current Liabilities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	120
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03556534239

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0001820141163
Q1	0.00125435109
median	0.003700324022
Q3	0.016556157
95-th percentile	0.1171972328
Maximum	1
Range	1
Interquartile range (IQR)	0.01530180591

Descriptive statistics

Standard deviation	0.122370618
Coefficient of variation (CV)	3.440726556
Kurtosis	40.50963512
Mean	0.03556534239
Median Absolute Deviation (MAD)	0.003290211012
Skewness	6.051137826
Sum	4.267841087
Variance	0.01497456816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01471899074	1	0.8%
0.00202580105	1	0.8%
1	1	0.8%
0.2007421146	1	0.8%
0.01031973133	1	0.8%
0.02698764459	1	0.8%
0.009846623312	1	0.8%
0.0007345391256	1	0.8%
0.1250192281	1	0.8%
0.004574601079	1	0.8%
Other values (110)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
1.390080579 × 10^-5	1	0.8%
2.717867766 × 10^-5	1	0.8%
6.58057315 × 10^-5	1	0.8%
0.0001224868906	1	0.8%
0.0001598446285	1	0.8%
0.0001831809315	1	0.8%
0.0002583747218	1	0.8%
0.0002822546688	1	0.8%
0.0002917435681	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.7063766515	1	0.8%
0.4584078773	1	0.8%
0.3052919148	1	0.8%
0.2007421146	1	0.8%
0.1250192281	1	0.8%
0.1167855488	1	0.8%
0.09630015795	1	0.8%
0.09128307305	1	0.8%
0.08219997535	1	0.8%

Other Current Financial Assets
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	7
Distinct (%)	87.5%
Missing	112
Missing (%)	93.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.1493782688

Minimum	0
Maximum	1
Zeros	2
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0004725508579
median	0.0009450567656
Q3	0.09522975958
95-th percentile	0.6844048022
Maximum	1
Range	1
Interquartile range (IQR)	0.09475720872

Descriptive statistics

Standard deviation	0.3464161217
Coefficient of variation (CV)	2.319052995
Kurtosis	7.623126586
Mean	0.1493782688
Median Absolute Deviation (MAD)	0.0009450567656
Skewness	2.743069812
Sum	1.195026151
Variance	0.1200041294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	2	1.7%
1	1	0.8%
0.001016343882	1	0.8%
0.09420653447	1	0.8%
0.0008737696496	1	0.8%
0.0006300678105	1	0.8%
0.09829943491	1	0.8%
(Missing)	112	93.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	1.7%
0.0006300678105	1	0.8%
0.0008737696496	1	0.8%
0.001016343882	1	0.8%
0.09420653447	1	0.8%
0.09829943491	1	0.8%
1	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.09829943491	1	0.8%
0.09420653447	1	0.8%
0.001016343882	1	0.8%
0.0008737696496	1	0.8%
0.0006300678105	1	0.8%
0	2	1.7%

Other Noncurrent Financial Assets
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	9
Distinct (%)	90.0%
Missing	110
Missing (%)	91.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.1215004641

Minimum	0
Maximum	1
Zeros	2
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.613774465 × 10^-5
median	0.009237223073
Q3	0.05008004407
95-th percentile	0.5947304322
Maximum	1
Range	1
Interquartile range (IQR)	0.05004390632

Descriptive statistics

Standard deviation	0.3104194909
Coefficient of variation (CV)	2.55488317
Kurtosis	9.690304101
Mean	0.1215004641
Median Absolute Deviation (MAD)	0.009237223073
Skewness	3.09782641
Sum	1.215004641
Variance	0.0963602603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	2	1.7%
0.0453961751	1	0.8%
1	1	0.8%
0.01583729537	1	0.8%
0.09940096053	1	0.8%
0.05164133372	1	0.8%
6.531251614 × 10^-5	1	0.8%
0.002637150775	1	0.8%
2.641282082 × 10^-5	1	0.8%
(Missing)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	1.7%
2.641282082 × 10^-5	1	0.8%
6.531251614 × 10^-5	1	0.8%
0.002637150775	1	0.8%
0.01583729537	1	0.8%
0.0453961751	1	0.8%
0.05164133372	1	0.8%
0.09940096053	1	0.8%
1	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.09940096053	1	0.8%
0.05164133372	1	0.8%
0.0453961751	1	0.8%
0.01583729537	1	0.8%
0.002637150775	1	0.8%
6.531251614 × 10^-5	1	0.8%
2.641282082 × 10^-5	1	0.8%
0	2	1.7%

Other Current Financial Liabilities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	31
Distinct (%)	83.8%
Missing	83
Missing (%)	69.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.06170165219

Minimum	0
Maximum	1
Zeros	7
Zeros (%)	5.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0001671173127
median	0.0008864971726
Q3	0.008446464688
95-th percentile	0.3875335744
Maximum	1
Range	1
Interquartile range (IQR)	0.008279347375

Descriptive statistics

Standard deviation	0.2005832711
Coefficient of variation (CV)	3.250857376
Kurtosis	15.6668194
Mean	0.06170165219
Median Absolute Deviation (MAD)	0.0008864971726
Skewness	3.935761778
Sum	2.282961131
Variance	0.04023364866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	7	5.8%
0.01142642193	1	0.8%
0.008446464688	1	0.8%
0.002507810532	1	0.8%
0.0004390500205	1	0.8%
0.004006631335	1	0.8%
0.0002934353625	1	0.8%
0.001532250983	1	0.8%
0.000854458517	1	0.8%
0.01826016233	1	0.8%
Other values (21)	21	17.5%
(Missing)	83	69.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	5.8%
5.415909925 × 10^-5	1	0.8%
0.0001074748866	1	0.8%
0.0001671173127	1	0.8%
0.0002934353625	1	0.8%
0.0003030488785	1	0.8%
0.0003599634365	1	0.8%
0.0003959379476	1	0.8%
0.0004080694035	1	0.8%
0.0004390500205	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.6885719838	1	0.8%
0.312273972	1	0.8%
0.09759266235	1	0.8%
0.08236894477	1	0.8%
0.02423959895	1	0.8%
0.01826016233	1	0.8%
0.01142642193	1	0.8%
0.009683092256	1	0.8%
0.008446464688	1	0.8%

Other Noncurrent Financial Liabilities
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	5
Distinct (%)	71.4%
Missing	113
Missing (%)	94.2%
Memory size	1.9 KiB

0.0	3
0.05908937506419568	1
0.944402870097284	1
0.03059382841044152	1
1.0	1

Length

Max length	19
Median length	3
Mean length	9.571428571
Min length	3

Characters and Unicode

Total characters	67
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	57.1%

Sample

1st row	0.05908937506419568
2nd row	0.944402870097284
3rd row	0.0
4th row	0.0
5th row	0.03059382841044152

Common Values

Value	Count	Frequency (%)
0.0	3	2.5%
0.05908937506419568	1	0.8%
0.944402870097284	1	0.8%
0.03059382841044152	1	0.8%
1.0	1	0.8%
(Missing)	113	94.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	3	42.9%
0.05908937506419568	1	14.3%
0.944402870097284	1	14.3%
0.03059382841044152	1	14.3%
1.0	1	14.3%

Most occurring characters

Value	Count	Frequency (%)
0	19	28.4%
4	8	11.9%
.	7	10.4%
9	6	9.0%
8	6	9.0%
5	5	7.5%
1	4	6.0%
2	4	6.0%
3	3	4.5%
7	3	4.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60	89.6%
Other Punctuation	7	10.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	19	31.7%
4	8	13.3%
9	6	10.0%
8	6	10.0%
5	5	8.3%
1	4	6.7%
2	4	6.7%
3	3	5.0%
7	3	5.0%
6	2	3.3%

Other Punctuation

Value	Count	Frequency (%)
.	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	67	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	19	28.4%
4	8	11.9%
.	7	10.4%
9	6	9.0%
8	6	9.0%
5	5	7.5%
1	4	6.0%
2	4	6.0%
3	3	4.5%
7	3	4.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	19	28.4%
4	8	11.9%
.	7	10.4%
9	6	9.0%
8	6	9.0%
5	5	7.5%
1	4	6.0%
2	4	6.0%
3	3	4.5%
7	3	4.5%

Cash Flows From Used In Operating Activities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	120
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4448533884

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4330256346
Q1	0.4379686448
median	0.4388926423
Q3	0.4425309312
95-th percentile	0.4855046639
Maximum	1
Range	1
Interquartile range (IQR)	0.004562286407

Descriptive statistics

Standard deviation	0.06981590383
Coefficient of variation (CV)	0.1569413781
Kurtosis	47.21778277
Mean	0.4448533884
Median Absolute Deviation (MAD)	0.001758903049
Skewness	2.216634362
Sum	53.38240661
Variance	0.004874260427
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4710808296	1	0.8%
0.4384658469	1	0.8%
1	1	0.8%
0.3369119444	1	0.8%
0.4403053133	1	0.8%
0.4355275822	1	0.8%
0.4394044082	1	0.8%
0.4384129977	1	0.8%
0.4347481994	1	0.8%
0.4394642398	1	0.8%
Other values (110)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
0.3369119444	1	0.8%
0.4021304198	1	0.8%
0.4085138769	1	0.8%
0.4218850516	1	0.8%
0.4324049855	1	0.8%
0.4330583003	1	0.8%
0.433062511	1	0.8%
0.4343279303	1	0.8%
0.4347481994	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.6032227988	1	0.8%
0.5720830952	1	0.8%
0.5051316549	1	0.8%
0.4969763077	1	0.8%
0.4866969577	1	0.8%
0.4854419116	1	0.8%
0.4837011535	1	0.8%
0.4710808296	1	0.8%
0.4700399817	1	0.8%

Current Loans And Borrowings
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	44
Distinct (%)	88.0%
Missing	70
Missing (%)	58.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.08207909826

Minimum	0
Maximum	1
Zeros	6
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.002751714861
median	0.01273822319
Q3	0.0380969617
95-th percentile	0.4167789382
Maximum	1
Range	1
Interquartile range (IQR)	0.03534524684

Descriptive statistics

Standard deviation	0.1894801356
Coefficient of variation (CV)	2.308506545
Kurtosis	13.19159004
Mean	0.08207909826
Median Absolute Deviation (MAD)	0.01218877091
Skewness	3.488833097
Sum	4.103954913
Variance	0.03590272178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	6	5.0%
0.01266748794	2	1.7%
0.1890622575	1	0.8%
0.04935496518	1	0.8%
0.03067115518	1	0.8%
5.397299925 × 10^-5	1	0.8%
0.006189442282	1	0.8%
0.00221681039	1	0.8%
0.01589542989	1	0.8%
0.7318641159	1	0.8%
Other values (34)	34	28.3%
(Missing)	70	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	5.0%
5.397299925 × 10^-5	1	0.8%
0.000191326571	1	0.8%
0.0002755178627	1	0.8%
0.0005162001336	1	0.8%
0.0005827044453	1	0.8%
0.00221681039	1	0.8%
0.002434928698	1	0.8%
0.003702073351	1	0.8%
0.00433861462	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.7318641159	1	0.8%
0.4245522201	1	0.8%
0.4072782604	1	0.8%
0.2407478758	1	0.8%
0.2253134412	1	0.8%
0.1890622575	1	0.8%
0.1767375296	1	0.8%
0.1280049657	1	0.8%
0.1013905735	1	0.8%

Noncurrent Loans And Borrowings
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	32
Distinct (%)	84.2%
Missing	82
Missing (%)	68.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.03594693533

Minimum	0
Maximum	1
Zeros	7
Zeros (%)	5.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0002398739355
median	0.003060674887
Q3	0.01712351579
95-th percentile	0.04809807116
Maximum	1
Range	1
Interquartile range (IQR)	0.01688364186

Descriptive statistics

Standard deviation	0.1612263608
Coefficient of variation (CV)	4.485121174
Kurtosis	37.38047708
Mean	0.03594693533
Median Absolute Deviation (MAD)	0.003060674887
Skewness	6.092086897
Sum	1.365983543
Variance	0.02599393942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	7	5.8%
0.01398190961	1	0.8%
0.009787306213	1	0.8%
0.02390609188	1	0.8%
0.002863648436	1	0.8%
0.002136177199	1	0.8%
0.0006959698286	1	0.8%
1	1	0.8%
0.02920237931	1	0.8%
0.003602042564	1	0.8%
Other values (22)	22	18.3%
(Missing)	82	68.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	5.8%
1.229617175 × 10^-5	1	0.8%
0.0001114691825	1	0.8%
0.0002094561985	1	0.8%
0.0003311271465	1	0.8%
0.000399881058	1	0.8%
0.0005319175502	1	0.8%
0.0006959698286	1	0.8%
0.001206714617	1	0.8%
0.001955536874	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.05794167313	1	0.8%
0.04636096492	1	0.8%
0.03160633942	1	0.8%
0.02920237931	1	0.8%
0.02568773061	1	0.8%
0.02486447776	1	0.8%
0.024376317	1	0.8%
0.02390609188	1	0.8%
0.0173982221	1	0.8%

Profit Loss
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	115
Distinct (%)	100.0%
Missing	5
Missing (%)	4.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.1283646601

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.108917364
Q1	0.1118985006
median	0.1123991797
Q3	0.1154353758
95-th percentile	0.1802187464
Maximum	1
Range	1
Interquartile range (IQR)	0.003536875216

Descriptive statistics

Standard deviation	0.08859439175
Coefficient of variation (CV)	0.690177434
Kurtosis	83.92312646
Mean	0.1283646601
Median Absolute Deviation (MAD)	0.001243305482
Skewness	8.643983438
Sum	14.76193592
Variance	0.007848966249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.133511149	1	0.8%
0.1147900718	1	0.8%
0.1120969861	1	0.8%
0.1119229154	1	0.8%
0.1202265828	1	0.8%
0.112825678	1	0.8%
0.2291054163	1	0.8%
0.1110818925	1	0.8%
0.1117653263	1	0.8%
0.1127053895	1	0.8%
Other values (105)	105	87.5%
(Missing)	5	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
0.08659212071	1	0.8%
0.1033865257	1	0.8%
0.1067624406	1	0.8%
0.107902537	1	0.8%
0.1087737494	1	0.8%
0.1089789131	1	0.8%
0.1089821581	1	0.8%
0.1099856917	1	0.8%
0.1106358217	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.3206337611	1	0.8%
0.2821813813	1	0.8%
0.2330603417	1	0.8%
0.2291054163	1	0.8%
0.2144578721	1	0.8%
0.1655448354	1	0.8%
0.1622333266	1	0.8%
0.1535836714	1	0.8%
0.1442198936	1	0.8%

Profit Loss Before Taxation
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	120
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1282005713

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1087052352
Q1	0.1116151568
median	0.1121775229
Q3	0.115103593
95-th percentile	0.1683000922
Maximum	1
Range	1
Interquartile range (IQR)	0.003488436216

Descriptive statistics

Standard deviation	0.0874233514
Coefficient of variation (CV)	0.6819263794
Kurtosis	84.77546091
Mean	0.1282005713
Median Absolute Deviation (MAD)	0.001293119689
Skewness	8.650329572
Sum	15.38406855
Variance	0.00764284237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.136606081	1	0.8%
0.1117973103	1	0.8%
0.2571238525	1	0.8%
0	1	0.8%
0.1106304563	1	0.8%
0.1657998498	1	0.8%
0.1119041071	1	0.8%
0.1116531714	1	0.8%
0.121353697	1	0.8%
0.1128001161	1	0.8%
Other values (110)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
0.08667327268	1	0.8%
0.1034284703	1	0.8%
0.1065187947	1	0.8%
0.1077215511	1	0.8%
0.1085115951	1	0.8%
0.1087154268	1	0.8%
0.108718732	1	0.8%
0.1097206165	1	0.8%
0.1100820008	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.3206944098	1	0.8%
0.3009741423	1	0.8%
0.2571238525	1	0.8%
0.2310161079	1	0.8%
0.2158046992	1	0.8%
0.1657998498	1	0.8%
0.1633435162	1	0.8%
0.1584436137	1	0.8%
0.1467960625	1	0.8%

Finance Costs
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	86
Distinct (%)	90.5%
Missing	25
Missing (%)	20.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.1158501178

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.07981295078
Q1	0.08018685107
median	0.08322142348
Q3	0.1038743085
95-th percentile	0.1787223587
Maximum	1
Range	1
Interquartile range (IQR)	0.0236874574

Descriptive statistics

Standard deviation	0.1268940399
Coefficient of variation (CV)	1.095329398
Kurtosis	31.91810853
Mean	0.1158501178
Median Absolute Deviation (MAD)	0.003408472696
Skewness	5.461127093
Sum	11.0057612
Variance	0.01610209736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07981295078	9	7.5%
0.08227790283	2	1.7%
0.08477451058	1	0.8%
0.0812515495	1	0.8%
0.08016645795	1	0.8%
1	1	0.8%
0.1268224935	1	0.8%
0.08137500198	1	0.8%
0.1712927003	1	0.8%
0.08069858921	1	0.8%
Other values (76)	76	63.3%
(Missing)	25	20.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
0.02647222002	1	0.8%
0.06948242054	1	0.8%
0.07933584053	1	0.8%
0.07981295078	9	7.5%
0.0798208766	1	0.8%
0.079833867	1	0.8%
0.07984002536	1	0.8%
0.07990141079	1	0.8%
0.07996799556	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.7024015218	1	0.8%
0.6316160736	1	0.8%
0.1957368947	1	0.8%
0.1802647222	1	0.8%
0.1780613458	1	0.8%
0.1712927003	1	0.8%
0.1582343346	1	0.8%
0.1576920029	1	0.8%
0.1565698185	1	0.8%

Revenue
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	120
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03895076948

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	9.311338714 × 10^-5
Q1	0.0007776849359
median	0.002974345778
Q3	0.01246662329
95-th percentile	0.1516714365
Maximum	1
Range	1
Interquartile range (IQR)	0.01168893835

Descriptive statistics

Standard deviation	0.1354146854
Coefficient of variation (CV)	3.476559954
Kurtosis	32.51100972
Mean	0.03895076948
Median Absolute Deviation (MAD)	0.002606766999
Skewness	5.492314937
Sum	4.674092338
Variance	0.01833713701
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0315741343	1	0.8%
0.001733528583	1	0.8%
0.8300319505	1	0.8%
0.0003169635187	1	0.8%
0.002762085644	1	0.8%
0.01871975484	1	0.8%
0.002805644575	1	0.8%
0.0004197305173	1	0.8%
0.6013143969	1	0.8%
0.003826252893	1	0.8%
Other values (110)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
3.028768444 × 10^-5	1	0.8%
5.373123597 × 10^-5	1	0.8%
6.082951633 × 10^-5	1	0.8%
6.504761146 × 10^-5	1	0.8%
9.292933618 × 10^-5	1	0.8%
9.312307403 × 10^-5	1	0.8%
9.565920932 × 10^-5	1	0.8%
0.0001142076511	1	0.8%
0.0001253136608	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.8300319505	1	0.8%
0.6013143969	1	0.8%
0.3125395834	1	0.8%
0.2403859732	1	0.8%
0.237303344	1	0.8%
0.147164494	1	0.8%
0.1389560601	1	0.8%
0.1218234839	1	0.8%
0.1049153022	1	0.8%

Net Tangible Assets margin
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	120
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8064076073

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.5409279139
Q1	0.7640231989
median	0.8361046564
Q3	0.9182242499
95-th percentile	0.9855511768
Maximum	1
Range	1
Interquartile range (IQR)	0.154201051

Descriptive statistics

Standard deviation	0.1793519507
Coefficient of variation (CV)	0.2224085551
Kurtosis	8.075046055
Mean	0.8064076073
Median Absolute Deviation (MAD)	0.07912887005
Skewness	-2.486120429
Sum	96.76891287
Variance	0.03216712223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8858449677	1	0.8%
0.8679371794	1	0.8%
0.8558643788	1	0.8%
0	1	0.8%
0.7249166447	1	0.8%
0.9601511162	1	0.8%
0.7667704273	1	0.8%
0.757333291	1	0.8%
0.8032002127	1	0.8%
0.7910600102	1	0.8%
Other values (110)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
0.05898421479	1	0.8%
0.08546683114	1	0.8%
0.1054238283	1	0.8%
0.4969548429	1	0.8%
0.5065584776	1	0.8%
0.5427368316	1	0.8%
0.5648066467	1	0.8%
0.5704501892	1	0.8%
0.5889114163	1	0.8%

Value	Count	Frequency (%)
1	1	0.8%
0.9991979449	1	0.8%
0.9931244246	1	0.8%
0.992366984	1	0.8%
0.9874701333	1	0.8%
0.9864020034	1	0.8%
0.9855063964	1	0.8%
0.9822021754	1	0.8%
0.9811045444	1	0.8%
0.9794142415	1	0.8%

Operating cash flow rati
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	120
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01070383915

Minimum	-6.925539324
Maximum	6.85218546
Zeros	0
Zeros (%)	0.0%
Negative	42
Negative (%)	35.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	-6.925539324
5-th percentile	-2.113602455
Q1	-0.09313024671
median	0.1149948851
Q3	0.3789389654
95-th percentile	1.29331626
Maximum	6.85218546
Range	13.77772478
Interquartile range (IQR)	0.4720692121

Descriptive statistics

Standard deviation	1.494481336
Coefficient of variation (CV)	139.621057
Kurtosis	12.27585654
Mean	0.01070383915
Median Absolute Deviation (MAD)	0.249995799
Skewness	-1.46177868
Sum	1.284460698
Variance	2.233474462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.497445118	1	0.8%
0.03724407312	1	0.8%
0.3796351513	1	0.8%
-0.3414859101	1	0.8%
0.1273150992	1	0.8%
-0.07057762185	1	0.8%
0.0718985593	1	0.8%
0.05289576323	1	0.8%
-0.01947223724	1	0.8%
0.1624977069	1	0.8%
Other values (110)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.925539324	1	0.8%
-6.55165692	1	0.8%
-5.98172881	1	0.8%
-4.967511997	1	0.8%
-2.536015767	1	0.8%
-2.114821324	1	0.8%
-2.113538304	1	0.8%
-1.176763826	1	0.8%
-0.9300181223	1	0.8%
-0.8853606366	1	0.8%

Value	Count	Frequency (%)
6.85218546	1	0.8%
3.846542452	1	0.8%
2.604751772	1	0.8%
2.447978011	1	0.8%
1.497445118	1	0.8%
1.311053113	1	0.8%
1.292382741	1	0.8%
1.141828378	1	0.8%
1.002389374	1	0.8%
0.9784922725	1	0.8%

Debt ratio
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	73
Distinct (%)	60.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1575618067

Minimum	0
Maximum	1.909900364
Zeros	48
Zeros (%)	40.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01088951689
Q3	0.2022428138
95-th percentile	0.7196994547
Maximum	1.909900364
Range	1.909900364
Interquartile range (IQR)	0.2022428138

Descriptive statistics

Standard deviation	0.2838436984
Coefficient of variation (CV)	1.801475271
Kurtosis	12.40882485
Mean	0.1575618067
Median Absolute Deviation (MAD)	0.01088951689
Skewness	2.979009928
Sum	18.9074168
Variance	0.08056724514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48	40.0%
0.006557929147	1	0.8%
0.2181398581	1	0.8%
0.008250783929	1	0.8%
0.6466343741	1	0.8%
0.01270385464	1	0.8%
0.442209903	1	0.8%
0.09772063538	1	0.8%
0.1455516893	1	0.8%
0.05685364496	1	0.8%
Other values (63)	63	52.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	40.0%
0.001144541725	1	0.8%
0.00141122966	1	0.8%
0.001897602846	1	0.8%
0.002313069048	1	0.8%
0.005745735456	1	0.8%
0.00653861963	1	0.8%
0.006557929147	1	0.8%
0.006702200752	1	0.8%
0.008250783929	1	0.8%

Value	Count	Frequency (%)
1.909900364	1	0.8%
1.013257489	1	0.8%
0.9948908969	1	0.8%
0.832524894	1	0.8%
0.791579979	1	0.8%
0.7527163945	1	0.8%
0.7179617211	1	0.8%
0.7072112232	1	0.8%
0.6466343741	1	0.8%
0.5693296288	1	0.8%

NPBT
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	120
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.873989236

Minimum	-106.8930388
Maximum	457.1718966
Zeros	1
Zeros (%)	0.8%
Negative	30
Negative (%)	25.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	-106.8930388
5-th percentile	-1.776556726
Q1	-0.0003326952732
median	0.05295337154
Q3	0.1592070333
95-th percentile	0.5086277121
Maximum	457.1718966
Range	564.0649353
Interquartile range (IQR)	0.1595397285

Descriptive statistics

Standard deviation	42.96739831
Coefficient of variation (CV)	14.95043815
Kurtosis	107.7475348
Mean	2.873989236
Median Absolute Deviation (MAD)	0.08566296224
Skewness	9.957861146
Sum	344.8787083
Variance	1846.197318
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2402368065	1	0.8%
0.03151012442	1	0.8%
0.05321260537	1	0.8%
-106.8930388	1	0.8%
-0.1084586806	1	0.8%
0.8785890074	1	0.8%
0.03102375778	1	0.8%
0.02589918122	1	0.8%
0.004914971276	1	0.8%
0.09383151125	1	0.8%
Other values (110)	110	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-106.8930388	1	0.8%
-6.277640738	1	0.8%
-6.056372378	1	0.8%
-4.608293941	1	0.8%
-4.471190997	1	0.8%
-2.875015453	1	0.8%
-1.718743109	1	0.8%
-0.9482056503	1	0.8%
-0.8412118261	1	0.8%
-0.6227534285	1	0.8%

Value	Count	Frequency (%)
457.1718966	1	0.8%
10.65045874	1	0.8%
2.785339919	1	0.8%
0.8785890074	1	0.8%
0.7176519799	1	0.8%
0.6049151867	1	0.8%
0.5035599503	1	0.8%
0.4779813398	1	0.8%
0.4585677046	1	0.8%
0.4196623733	1	0.8%

Quick Ratio
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	116
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.294140607

Minimum	0
Maximum	50.20751822
Zeros	5
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.03423249864
Q1	0.7448783349
median	1.311223277
Q3	2.291615687
95-th percentile	5.332041677
Maximum	50.20751822
Range	50.20751822
Interquartile range (IQR)	1.546737352

Descriptive statistics

Standard deviation	4.965533856
Coefficient of variation (CV)	2.164441813
Kurtosis	74.13619758
Mean	2.294140607
Median Absolute Deviation (MAD)	0.6639563313
Skewness	7.940017502
Sum	275.2968729
Variance	24.65652648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	4.2%
1.24708505	1	0.8%
1.377670419	1	0.8%
0.2517180563	1	0.8%
0.7203446668	1	0.8%
1.180643497	1	0.8%
0.6758360706	1	0.8%
11.64282913	1	0.8%
2.307273098	1	0.8%
0.03489775799	1	0.8%
Other values (106)	106	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	4.2%
0.02159257093	1	0.8%
0.03489775799	1	0.8%
0.05183201296	1	0.8%
0.09808712425	1	0.8%
0.09990458039	1	0.8%
0.1038016185	1	0.8%
0.1865958104	1	0.8%
0.2044275822	1	0.8%
0.2517180563	1	0.8%

Value	Count	Frequency (%)
50.20751822	1	0.8%
13.76976043	1	0.8%
12.34061495	1	0.8%
11.64282913	1	0.8%
10.70384489	1	0.8%
5.429552912	1	0.8%
5.326909507	1	0.8%
5.026885286	1	0.8%
4.782841635	1	0.8%
4.750393829	1	0.8%

Interest coverage ratio
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	87
Distinct (%)	72.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	419.7674943

Minimum	-237.2366375
Maximum	28395.45272
Zeros	34
Zeros (%)	28.3%
Negative	23
Negative (%)	19.2%
Memory size	1.9 KiB

Quantile statistics

Minimum	-237.2366375
5-th percentile	-55.64037164
Q1	0
median	0.3048579559
Q3	15.2429575
95-th percentile	248.693951
Maximum	28395.45272
Range	28632.68936
Interquartile range (IQR)	15.2429575

Descriptive statistics

Standard deviation	3038.783107
Coefficient of variation (CV)	7.239205389
Kurtosis	69.38298905
Mean	419.7674943
Median Absolute Deviation (MAD)	6.716536306
Skewness	8.203201268
Sum	50372.09931
Variance	9234202.769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	28.3%
238.2907348	1	0.8%
-26.41537012	1	0.8%
-0.09827108324	1	0.8%
34.98742209	1	0.8%
7.481481481	1	0.8%
-112.3380977	1	0.8%
-29.89238599	1	0.8%
28.02304627	1	0.8%
1.913174215	1	0.8%
Other values (77)	77	64.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-237.2366375	1	0.8%
-112.3380977	1	0.8%
-110.3370328	1	0.8%
-105.9063893	1	0.8%
-58.66929134	1	0.8%
-55.70063954	1	0.8%
-55.63719964	1	0.8%
-53.19867762	1	0.8%
-39.24677302	1	0.8%
-37.04570085	1	0.8%

Value	Count	Frequency (%)
28395.45272	1	0.8%
17573.39315	1	0.8%
1638	1	0.8%
946.2350265	1	0.8%
919.333462	1	0.8%
446.3550587	1	0.8%
238.2907348	1	0.8%
190.8987207	1	0.8%
113.5085843	1	0.8%
94.17089006	1	0.8%

Risk_bool
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

0	100
1	20

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	120
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	100	83.3%
1	20	16.7%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	100	83.3%
1	20	16.7%

Most occurring characters

Value	Count	Frequency (%)
0	100	83.3%
1	20	16.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	120	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	100	83.3%
1	20	16.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	120	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	100	83.3%
1	20	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	120	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	100	83.3%
1	20	16.7%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Financial Year	Description Of Presentation Currency	Assets	Goodwill	Intangible Assets Other Than Goodwill	Liabilities	Cash And Bank Balances	Trade And Other Receivables Current	Current Assets	Current Liabilities	Other Current Financial Assets	Other Noncurrent Financial Assets	Other Current Financial Liabilities	Other Noncurrent Financial Liabilities	Cash Flows From Used In Operating Activities	Current Loans And Borrowings	Noncurrent Loans And Borrowings	Profit Loss	Profit Loss Before Taxation	Finance Costs	Revenue	Net Tangible Assets margin	Operating cash flow rati	Debt ratio	NPBT	Quick Ratio	Interest coverage ratio
0	2019	SGD	0.003707	0.255638	NaN	0.007336	0.002338	0.024389	0.020782	0.014719	NaN	NaN	NaN	NaN	0.471081	0.007778	NaN	0.133511	0.136606	0.084775	0.031574	0.885845	1.497445	0.008646	0.240237	1.247085	238.290735
1	2019	SGD	0.000445	NaN	NaN	0.001045	0.001389	0.003970	0.002791	0.002026	NaN	NaN	NaN	NaN	0.438466	NaN	NaN	0.112058	0.111797	0.081475	0.001734	0.867937	0.037244	0.000000	0.031510	1.635299	5.122706
2	2019	SGD	0.001736	NaN	NaN	0.006162	0.000009	0.012100	0.009388	0.012075	NaN	NaN	0.004966	NaN	0.438356	NaN	NaN	0.112056	0.111672	0.079813	0.013339	0.800571	0.000246	0.031045	0.001239	0.715801	0.000000
3	2019	USD	0.003921	NaN	NaN	0.008076	0.002528	0.016900	0.021429	0.015281	0.000000	NaN	NaN	0.059089	0.444968	NaN	NaN	0.117740	0.118954	0.087929	0.016506	0.884959	0.291657	0.013405	0.134918	0.856164	42.769531
4	2019	USD	0.040174	NaN	0.088263	0.034844	0.381305	0.086124	0.191989	0.078456	NaN	0.045396	0.097593	NaN	0.456003	NaN	NaN	0.153584	0.158444	0.108552	0.094696	0.948718	0.151977	0.026478	0.150101	2.724637	77.090182
5	2019	USD	0.000952	NaN	NaN	0.002330	0.004156	0.009350	0.007240	0.005138	NaN	NaN	0.000886	NaN	0.438619	0.041720	NaN	0.112559	0.112403	NaN	0.006321	0.862719	0.034864	0.189594	0.037728	1.610699	0.000000
6	2019	USD	0.009362	1.000000	NaN	0.010463	0.001669	0.101029	0.072355	0.023701	NaN	NaN	0.000000	NaN	0.433063	NaN	NaN	0.115868	0.116012	0.100040	0.043051	0.932814	-0.150483	0.000000	0.030984	3.077877	10.278997
7	2019	SGD	0.024124	NaN	0.084593	0.016695	0.177165	0.074935	0.106877	0.033235	NaN	NaN	0.000940	NaN	0.453459	0.021304	0.001956	0.138915	0.141614	0.087247	0.051912	0.956219	0.306773	0.010878	0.175398	3.737866	190.898721
8	2019	SGD	0.002750	NaN	NaN	0.000412	0.000015	0.024727	0.014492	0.000298	NaN	NaN	NaN	NaN	0.438367	NaN	NaN	0.111245	0.110994	NaN	0.000781	0.993124	0.030303	0.000000	-0.242525	50.207518	0.000000
9	2019	SGD	0.000120	NaN	NaN	0.000324	0.001131	0.000433	0.000647	0.000550	NaN	NaN	NaN	NaN	0.439022	NaN	NaN	0.112158	0.111948	0.080419	0.000992	0.846940	0.748409	0.000000	0.101228	1.260330	25.810167

Last rows

	Financial Year	Description Of Presentation Currency	Assets	Goodwill	Intangible Assets Other Than Goodwill	Liabilities	Cash And Bank Balances	Trade And Other Receivables Current	Current Assets	Current Liabilities	Other Current Financial Assets	Other Noncurrent Financial Assets	Other Current Financial Liabilities	Other Noncurrent Financial Liabilities	Cash Flows From Used In Operating Activities	Current Loans And Borrowings	Noncurrent Loans And Borrowings	Profit Loss	Profit Loss Before Taxation	Finance Costs	Revenue	Net Tangible Assets margin	Operating cash flow rati	Debt ratio	NPBT	Quick Ratio	Interest coverage ratio	Risk_bool
110	2018	SGD	0.000122	NaN	NaN	0.000961	NaN	NaN	0.000590	0.001431	NaN	NaN	NaN	NaN	0.438156	NaN	NaN	NaN	0.110082	0.084825	0.001106	0.570450	-0.088916	0.000000	-0.421258	0.000000	-14.494874	1
111	2018	SGD	0.000029	NaN	NaN	0.000576	NaN	NaN	0.000278	0.001258	NaN	NaN	NaN	NaN	0.438091	NaN	NaN	NaN	0.111259	0.080536	0.000692	0.058984	-0.134043	0.000000	-0.157111	0.000000	-23.433142	1
112	2017	SGD	0.000034	NaN	NaN	0.000154	NaN	NaN	0.000260	0.000292	NaN	NaN	NaN	NaN	0.438248	NaN	NaN	NaN	0.111551	0.079336	0.000114	0.756618	-0.200180	0.000000	-0.175857	0.000000	6.561307	1
113	2017	USD	0.000139	NaN	NaN	0.002282	0.000118	0.000883	0.000551	0.002255	NaN	NaN	NaN	NaN	0.434328	NaN	NaN	0.107903	0.107722	NaN	0.000411	0.105424	-1.176764	0.000000	-2.875015	0.295349	0.000000	1
114	2018	USD	0.002074	NaN	NaN	0.009645	0.007087	NaN	0.017623	0.000768	NaN	NaN	NaN	NaN	0.438593	0.014867	0.024376	0.111065	0.110797	0.158234	0.000400	0.738161	0.198142	1.013257	-0.622753	3.432438	-0.494842	1
115	2017	SGD	0.000014	NaN	NaN	0.000152	NaN	NaN	0.000069	0.000313	NaN	NaN	NaN	NaN	0.438480	NaN	NaN	NaN	0.111535	0.080477	0.000351	0.542737	0.236256	0.000000	-0.070864	0.000000	-5.849611	1
116	2017	SGD	0.000008	NaN	NaN	0.000062	NaN	NaN	0.000107	0.000122	NaN	NaN	NaN	NaN	0.438361	NaN	NaN	NaN	0.111659	0.080034	0.000242	0.680346	0.038580	0.000000	0.052694	0.000000	8.998674	1
117	2018	USD	0.000189	NaN	NaN	0.000687	0.000206	0.000070	0.000103	0.001243	NaN	NaN	NaN	NaN	0.438599	NaN	NaN	0.111915	0.111651	0.082227	0.000096	0.795922	0.129237	0.000000	0.107902	0.103802	0.666544	1
118	2018	SGD	0.000051	NaN	NaN	0.000192	0.000019	0.000836	0.000491	0.000437	NaN	NaN	0.004062	NaN	0.437897	NaN	NaN	0.111900	0.111631	NaN	0.000093	0.793510	-0.623591	0.752716	0.043671	1.238143	0.000000	1
119	2019	USD	0.000120	NaN	NaN	0.000905	0.000000	0.001844	0.001076	0.001601	NaN	NaN	NaN	NaN	0.438513	0.002435	0.000532	0.111360	0.111091	0.080776	0.000093	0.588911	0.065979	0.428223	-1.718743	0.799835	-25.850528	1

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows